YData Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	15
Number of observations	3762
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	653.0 KiB
Average record size in memory	177.7 B

Variable types

Text	1
Categorical	1
Numeric	13

Alerts

`ASM` is highly overall correlated with `Class` and 4 other fields	High correlation
`Class` is highly overall correlated with `ASM` and 4 other fields	High correlation
`Contrast` is highly overall correlated with `Dissimilarity`	High correlation
`Dissimilarity` is highly overall correlated with `ASM` and 5 other fields	High correlation
`Energy` is highly overall correlated with `ASM` and 4 other fields	High correlation
`Entropy` is highly overall correlated with `ASM` and 4 other fields	High correlation
`Homogeneity` is highly overall correlated with `ASM` and 4 other fields	High correlation
`Kurtosis` is highly overall correlated with `Mean` and 1 other fields	High correlation
`Mean` is highly overall correlated with `Kurtosis` and 3 other fields	High correlation
`Skewness` is highly overall correlated with `Kurtosis` and 1 other fields	High correlation
`Standard Deviation` is highly overall correlated with `Mean` and 1 other fields	High correlation
`Variance` is highly overall correlated with `Mean` and 1 other fields	High correlation
`Image` has unique values	Unique

Reproduction

Analysis started	2025-04-07 19:14:08.928886
Analysis finished	2025-04-07 19:14:32.038460
Duration	23.11 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Image
Text

Unique

Distinct	3762
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	241.5 KiB

Length

Max length	9
Median length	9
Mean length	8.7057416
Min length	6

Characters and Unicode

Total characters	32751
Distinct characters	15
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	3762 ?
Unique (%)	100.0%

Sample

1st row	Image1
2nd row	Image2
3rd row	Image3
4th row	Image4
5th row	Image5

Value	Count	Frequency (%)
image3	1	< 0.1%
image3762	1	< 0.1%
image3747	1	< 0.1%
image3748	1	< 0.1%
image3749	1	< 0.1%
image3750	1	< 0.1%
image3751	1	< 0.1%
image3752	1	< 0.1%
image3753	1	< 0.1%
image3754	1	< 0.1%
Other values (3752)	3752	99.7%

Most occurring characters

Value	Count	Frequency (%)
I	3762	11.5%
m	3762	11.5%
a	3762	11.5%
g	3762	11.5%
e	3762	11.5%
1	2157	6.6%
2	2157	6.6%
3	1919	5.9%
4	1156	3.5%
5	1156	3.5%
Other values (5)	5396	16.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	32751	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
I	3762	11.5%
m	3762	11.5%
a	3762	11.5%
g	3762	11.5%
e	3762	11.5%
1	2157	6.6%
2	2157	6.6%
3	1919	5.9%
4	1156	3.5%
5	1156	3.5%
Other values (5)	5396	16.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	32751	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
I	3762	11.5%
m	3762	11.5%
a	3762	11.5%
g	3762	11.5%
e	3762	11.5%
1	2157	6.6%
2	2157	6.6%
3	1919	5.9%
4	1156	3.5%
5	1156	3.5%
Other values (5)	5396	16.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	32751	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
I	3762	11.5%
m	3762	11.5%
a	3762	11.5%
g	3762	11.5%
e	3762	11.5%
1	2157	6.6%
2	2157	6.6%
3	1919	5.9%
4	1156	3.5%
5	1156	3.5%
Other values (5)	5396	16.5%

Class
Categorical

High correlation

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	213.2 KiB

0	2079
1	1683

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3762
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	2079	55.3%
1	1683	44.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2079	55.3%
1	1683	44.7%

Most occurring characters

Value	Count	Frequency (%)
0	2079	55.3%
1	1683	44.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3762	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	2079	55.3%
1	1683	44.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3762	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	2079	55.3%
1	1683	44.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3762	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	2079	55.3%
1	1683	44.7%

Mean
Real number (ℝ)

High correlation

Distinct	3692
Distinct (%)	98.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.4888899

Minimum	0.078659058
Maximum	33.239975
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.5 KiB

Quantile statistics

Minimum	0.078659058
5-th percentile	1.8652466
Q1	4.9823952
median	8.4775314
Q3	13.212723
95-th percentile	20.096016
Maximum	33.239975
Range	33.161316
Interquartile range (IQR)	8.2303276

Descriptive statistics

Standard deviation	5.7280219
Coefficient of variation (CV)	0.60365563
Kurtosis	0.39294526
Mean	9.4888899
Median Absolute Deviation (MAD)	3.9276428
Skewness	0.77324127
Sum	35697.204
Variance	32.810234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.280593872	3	0.1%
8.031051636	3	0.1%
17.09414673	3	0.1%
20.94645691	3	0.1%
20.93920898	3	0.1%
17.10235596	3	0.1%
15.78457642	3	0.1%
12.98583984	3	0.1%
12.36689758	3	0.1%
12.02186584	3	0.1%
Other values (3682)	3732	99.2%

Value	Count	Frequency (%)
0.07865905762	1	< 0.1%
0.09121704102	2	0.1%
0.1041717529	1	< 0.1%
0.1139984131	1	< 0.1%
0.1346893311	1	< 0.1%
0.1929321289	1	< 0.1%
0.1974334717	1	< 0.1%
0.2238769531	1	< 0.1%
0.2255706787	1	< 0.1%
0.2287902832	1	< 0.1%

Value	Count	Frequency (%)
33.23997498	1	< 0.1%
32.97433472	1	< 0.1%
32.94685364	1	< 0.1%
32.83215332	1	< 0.1%
32.27738953	1	< 0.1%
32.20646667	1	< 0.1%
32.05630493	1	< 0.1%
31.83753967	1	< 0.1%
31.4763031	1	< 0.1%
30.85424805	1	< 0.1%

Variance
Real number (ℝ)

High correlation

Distinct	3699
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	711.10106

Minimum	3.1456275
Maximum	2910.5819
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.5 KiB

Quantile statistics

Minimum	3.1456275
5-th percentile	123.15601
Q1	363.22546
median	622.58042
Q3	966.95432
95-th percentile	1614.6583
Maximum	2910.5819
Range	2907.4363
Interquartile range (IQR)	603.72886

Descriptive statistics

Standard deviation	467.4669
Coefficient of variation (CV)	0.65738461
Kurtosis	1.2729404
Mean	711.10106
Median Absolute Deviation (MAD)	285.83569
Skewness	1.071127
Sum	2675162.2
Variance	218525.3
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
430.1628396	3	0.1%
779.6222414	3	0.1%
1557.892257	3	0.1%
862.8408442	3	0.1%
601.2920497	3	0.1%
620.0972298	3	0.1%
738.0188577	3	0.1%
882.6665544	3	0.1%
1483.413291	3	0.1%
1610.554097	3	0.1%
Other values (3689)	3732	99.2%

Value	Count	Frequency (%)
3.145627505	1	< 0.1%
3.342206885	2	0.1%
10.21538985	1	< 0.1%
11.39591442	1	< 0.1%
13.85676079	1	< 0.1%
14.40111304	1	< 0.1%
14.59395097	1	< 0.1%
14.73018529	1	< 0.1%
17.17133332	1	< 0.1%
17.90826717	1	< 0.1%

Value	Count	Frequency (%)
2910.581879	1	< 0.1%
2836.210522	1	< 0.1%
2770.228615	1	< 0.1%
2630.774546	1	< 0.1%
2604.354097	1	< 0.1%
2601.509927	1	< 0.1%
2598.678936	1	< 0.1%
2574.708624	1	< 0.1%
2568.612701	1	< 0.1%
2558.026301	1	< 0.1%

Standard Deviation
Real number (ℝ)

High correlation

Distinct	3699
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.182271

Minimum	1.7735917
Maximum	53.949809
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.5 KiB

Quantile statistics

Minimum	1.7735917
5-th percentile	11.097567
Q1	19.058475
median	24.95156
Q3	31.095889
95-th percentile	40.18281
Maximum	53.949809
Range	52.176217
Interquartile range (IQR)	12.037414

Descriptive statistics

Standard deviation	8.7735259
Coefficient of variation (CV)	0.3484009
Kurtosis	-0.19324251
Mean	25.182271
Median Absolute Deviation (MAD)	5.9685651
Skewness	0.18499211
Sum	94735.703
Variance	76.974757
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.74036739	3	0.1%
27.9217163	3	0.1%
39.47014386	3	0.1%
29.37415265	3	0.1%
24.5212571	3	0.1%
24.90175154	3	0.1%
27.16650249	3	0.1%
29.70970472	3	0.1%
38.51510472	3	0.1%
40.13170937	3	0.1%
Other values (3689)	3732	99.2%

Value	Count	Frequency (%)
1.773591696	1	< 0.1%
1.828170365	2	0.1%
3.196152351	1	< 0.1%
3.375783527	1	< 0.1%
3.722467031	1	< 0.1%
3.794879845	1	< 0.1%
3.820203001	1	< 0.1%
3.837992351	1	< 0.1%
4.143830755	1	< 0.1%
4.23181606	1	< 0.1%

Value	Count	Frequency (%)
53.94980888	1	< 0.1%
53.25608436	1	< 0.1%
52.63296129	1	< 0.1%
51.29107667	1	< 0.1%
51.03287271	1	< 0.1%
51.00499904	1	< 0.1%
50.97723939	1	< 0.1%
50.74158673	1	< 0.1%
50.68148282	1	< 0.1%
50.57693448	1	< 0.1%

Entropy
Real number (ℝ)

High correlation

Distinct	3699
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.073602617

Minimum	0.00088157957
Maximum	0.3945386
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.5 KiB

Quantile statistics

Minimum	0.00088157957
5-th percentile	0.0016497128
Q1	0.0068564563
median	0.066628049
Q3	0.11328436
95-th percentile	0.21735967
Maximum	0.3945386
Range	0.39365702
Interquartile range (IQR)	0.10642791

Descriptive statistics

Standard deviation	0.070268693
Coefficient of variation (CV)	0.95470373
Kurtosis	0.45948572
Mean	0.073602617
Median Absolute Deviation (MAD)	0.05596301
Skewness	0.95431319
Sum	276.89305
Variance	0.0049376892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.09044556364	3	0.1%
0.05887711687	3	0.1%
0.002579240842	3	0.1%
0.1320958302	3	0.1%
0.08281769953	3	0.1%
0.1429665912	3	0.1%
0.1157244053	3	0.1%
0.1130223024	3	0.1%
0.009411604743	3	0.1%
0.002042918286	3	0.1%
Other values (3689)	3732	99.2%

Value	Count	Frequency (%)
0.0008815795698	1	< 0.1%
0.0009094170695	1	< 0.1%
0.0009393300864	1	< 0.1%
0.0009535950505	1	< 0.1%
0.0009612636144	1	< 0.1%
0.0009838491957	1	< 0.1%
0.0009960082093	1	< 0.1%
0.001003944577	1	< 0.1%
0.001008453256	1	< 0.1%
0.001013822341	1	< 0.1%

Value	Count	Frequency (%)
0.3945386007	1	< 0.1%
0.3543115383	1	< 0.1%
0.3541162328	1	< 0.1%
0.3205527971	1	< 0.1%
0.3169967868	1	< 0.1%
0.3164327997	1	< 0.1%
0.3163870454	1	< 0.1%
0.3159110289	1	< 0.1%
0.3157928497	1	< 0.1%
0.3157792228	2	0.1%

Skewness
Real number (ℝ)

High correlation

Distinct	3699
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1027269

Minimum	1.8860144
Maximum	36.931294
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.5 KiB

Quantile statistics

Minimum	1.8860144
5-th percentile	2.1521956
Q1	2.6202035
median	3.4222098
Q3	4.6517369
95-th percentile	8.2040997
Maximum	36.931294
Range	35.04528
Interquartile range (IQR)	2.0315334

Descriptive statistics

Standard deviation	2.5609398
Coefficient of variation (CV)	0.62420431
Kurtosis	30.604043
Mean	4.1027269
Median Absolute Deviation (MAD)	0.92189094
Skewness	4.3327383
Sum	15434.459
Variance	6.5584128
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.072275985	3	0.1%
2.13819124	3	0.1%
3.518314601	3	0.1%
2.140700512	3	0.1%
2.499119715	3	0.1%
2.931194477	3	0.1%
2.466054236	3	0.1%
2.188765243	3	0.1%
3.774513944	3	0.1%
3.691717113	3	0.1%
Other values (3689)	3732	99.2%

Value	Count	Frequency (%)
1.886014421	1	< 0.1%
1.88640224	1	< 0.1%
1.889810478	1	< 0.1%
1.898072602	1	< 0.1%
1.898619723	1	< 0.1%
1.903942275	1	< 0.1%
1.909396249	1	< 0.1%
1.911532497	1	< 0.1%
1.919386923	1	< 0.1%
1.922692595	1	< 0.1%

Value	Count	Frequency (%)
36.93129405	1	< 0.1%
33.00861479	1	< 0.1%
31.9300939	1	< 0.1%
25.35591835	1	< 0.1%
24.95984548	1	< 0.1%
24.86082112	1	< 0.1%
23.79004329	1	< 0.1%
23.51159795	1	< 0.1%
23.21195481	1	< 0.1%
22.36058264	1	< 0.1%

Kurtosis
Real number (ℝ)

High correlation

Distinct	3699
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.389071

Minimum	3.9424021
Maximum	1371.6401
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.5 KiB

Quantile statistics

Minimum	3.9424021
5-th percentile	4.9974591
Q1	7.2528523
median	12.359088
Q3	22.640304
95-th percentile	70.471091
Maximum	1371.6401
Range	1367.6977
Interquartile range (IQR)	15.387452

Descriptive statistics

Standard deviation	56.434747
Coefficient of variation (CV)	2.3139359
Kurtosis	183.24608
Mean	24.389071
Median Absolute Deviation (MAD)	6.0341132
Skewness	11.308936
Sum	91751.686
Variance	3184.8807
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.733321846	3	0.1%
4.950695232	3	0.1%
14.06184357	3	0.1%
5.081163844	3	0.1%
6.523322958	3	0.1%
9.033440612	3	0.1%
6.46799956	3	0.1%
5.319591716	3	0.1%
15.11838664	3	0.1%
14.39033468	3	0.1%
Other values (3689)	3732	99.2%

Value	Count	Frequency (%)
3.942402084	1	< 0.1%
3.956745535	1	< 0.1%
3.957773201	1	< 0.1%
3.992752634	1	< 0.1%
3.995830722	1	< 0.1%
4.016882834	1	< 0.1%
4.026807838	1	< 0.1%
4.039023216	1	< 0.1%
4.057744933	1	< 0.1%
4.06256925	1	< 0.1%

Value	Count	Frequency (%)
1371.64006	1	< 0.1%
1099.56351	1	< 0.1%
1050.866388	1	< 0.1%
647.0215322	1	< 0.1%
634.433356	1	< 0.1%
621.4697254	1	< 0.1%
585.7967866	1	< 0.1%
554.8374804	1	< 0.1%
550.1110703	1	< 0.1%
518.4726636	2	0.1%

Contrast
Real number (ℝ)

High correlation

Distinct	3699
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	127.96146

Minimum	3.1947332
Maximum	3382.5742
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.5 KiB

Quantile statistics

Minimum	3.1947332
5-th percentile	33.041201
Q1	72.125208
median	106.73742
Q3	161.05901
95-th percentile	272.73866
Maximum	3382.5742
Range	3379.3794
Interquartile range (IQR)	88.933798

Descriptive statistics

Standard deviation	109.4996
Coefficient of variation (CV)	0.85572329
Kurtosis	236.11078
Mean	127.96146
Median Absolute Deviation (MAD)	41.543133
Skewness	10.249119
Sum	481391.01
Variance	11990.163
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
104.8212793	3	0.1%
96.56340994	3	0.1%
96.03946834	3	0.1%
69.70644592	3	0.1%
93.05412235	3	0.1%
73.26732308	3	0.1%
80.48684211	3	0.1%
100.702722	3	0.1%
266.0462102	3	0.1%
72.47621283	3	0.1%
Other values (3689)	3732	99.2%

Value	Count	Frequency (%)
3.194733195	1	< 0.1%
5.266578638	1	< 0.1%
5.322916667	1	< 0.1%
5.350220913	1	< 0.1%
5.64142049	1	< 0.1%
7.010451661	1	< 0.1%
7.61150085	1	< 0.1%
7.654545455	1	< 0.1%
7.944773775	1	< 0.1%
7.972747402	1	< 0.1%

Value	Count	Frequency (%)
3382.574163	1	< 0.1%
1593.167391	1	< 0.1%
1546.905556	1	< 0.1%
1219.838542	1	< 0.1%
1191.76	1	< 0.1%
1187.851111	1	< 0.1%
1171.018519	1	< 0.1%
1022.941667	1	< 0.1%
972.6781327	1	< 0.1%
941.3194444	1	< 0.1%

Energy
Real number (ℝ)

High correlation

Distinct	3699
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20470513

Minimum	0.024731171
Maximum	0.58968179
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.5 KiB

Quantile statistics

Minimum	0.024731171
5-th percentile	0.033845296
Q1	0.069617454
median	0.2254965
Q3	0.29890142
95-th percentile	0.42481135
Maximum	0.58968179
Range	0.56495062
Interquartile range (IQR)	0.22928396

Descriptive statistics

Standard deviation	0.12935164
Coefficient of variation (CV)	0.63189254
Kurtosis	-1.0512327
Mean	0.20470513
Median Absolute Deviation (MAD)	0.11185672
Skewness	0.18569496
Sum	770.1007
Variance	0.016731848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2648867526	3	0.1%
0.2111885119	3	0.1%
0.04240239998	3	0.1%
0.3249188476	3	0.1%
0.2528435589	3	0.1%
0.3389046945	3	0.1%
0.3026442411	3	0.1%
0.2989147744	3	0.1%
0.08219590256	3	0.1%
0.03774130745	3	0.1%
Other values (3689)	3732	99.2%

Value	Count	Frequency (%)
0.02473117088	1	< 0.1%
0.02511782847	1	< 0.1%
0.02552960994	1	< 0.1%
0.02572611487	1	< 0.1%
0.0258229186	1	< 0.1%
0.02612388448	1	< 0.1%
0.02628710741	1	< 0.1%
0.02640882897	1	< 0.1%
0.02644935132	1	< 0.1%
0.02651983212	1	< 0.1%

Value	Count	Frequency (%)
0.5896817874	1	< 0.1%
0.5553398754	1	< 0.1%
0.555279812	1	< 0.1%
0.5249362687	1	< 0.1%
0.5220665105	1	< 0.1%
0.5216908746	1	< 0.1%
0.5216604829	1	< 0.1%
0.5213420387	1	< 0.1%
0.5212632296	1	< 0.1%
0.5212539982	2	0.1%

ASM
Real number (ℝ)

High correlation

Distinct	3699
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.05863159

Minimum	0.00061163081
Maximum	0.34772461
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.5 KiB

Quantile statistics

Minimum	0.00061163081
5-th percentile	0.0011455041
Q1	0.0048465899
median	0.050848672
Q3	0.089342058
95-th percentile	0.18046469
Maximum	0.34772461
Range	0.34711298
Interquartile range (IQR)	0.084495468

Descriptive statistics

Standard deviation	0.058300356
Coefficient of variation (CV)	0.99435059
Kurtosis	0.92473877
Mean	0.05863159
Median Absolute Deviation (MAD)	0.04390919
Skewness	1.1029473
Sum	220.57204
Variance	0.0033989315
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.07016499169	3	0.1%
0.04460058755	3	0.1%
0.001797963524	3	0.1%
0.1055722575	3	0.1%
0.06392986527	3	0.1%
0.114856392	3	0.1%
0.09159353665	3	0.1%
0.08935004234	3	0.1%
0.006756166398	3	0.1%
0.001424406288	3	0.1%
Other values (3689)	3732	99.2%

Value	Count	Frequency (%)
0.0006116308133	1	< 0.1%
0.000630905307	1	< 0.1%
0.0006517609835	1	< 0.1%
0.0006618329862	1	< 0.1%
0.000666823125	1	< 0.1%
0.0006824573406	1	< 0.1%
0.0006910120158	1	< 0.1%
0.0006974262474	1	< 0.1%
0.0006995681853	1	< 0.1%
0.0007033014956	1	< 0.1%

Value	Count	Frequency (%)
0.3477246103	1	< 0.1%
0.3084023773	1	< 0.1%
0.3083356696	1	< 0.1%
0.2755580862	1	< 0.1%
0.2725534414	1	< 0.1%
0.2721613686	1	< 0.1%
0.2721296594	1	< 0.1%
0.2717975213	1	< 0.1%
0.2717153546	1	< 0.1%
0.2717057307	2	0.1%

Homogeneity
Real number (ℝ)

High correlation

Distinct	3699
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.47925188

Minimum	0.10548979
Maximum	0.81092085
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.5 KiB

Quantile statistics

Minimum	0.10548979
5-th percentile	0.26751903
Q1	0.3649727
median	0.51255116
Q3	0.57555662
95-th percentile	0.66196412
Maximum	0.81092085
Range	0.70543106
Interquartile range (IQR)	0.21058392

Descriptive statistics

Standard deviation	0.12792908
Coefficient of variation (CV)	0.26693496
Kurtosis	-0.92942084
Mean	0.47925188
Median Absolute Deviation (MAD)	0.095592943
Skewness	-0.28780481
Sum	1802.9456
Variance	0.01636585
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5539955352	3	0.1%
0.5505660943	3	0.1%
0.3519558846	3	0.1%
0.5547793686	3	0.1%
0.5621754227	3	0.1%
0.5945367888	3	0.1%
0.5477311873	3	0.1%
0.5440723915	3	0.1%
0.3601535623	3	0.1%
0.3403773266	3	0.1%
Other values (3689)	3732	99.2%

Value	Count	Frequency (%)
0.1054897903	1	< 0.1%
0.1155092392	1	< 0.1%
0.1422373361	1	< 0.1%
0.1517896229	1	< 0.1%
0.1586336461	1	< 0.1%
0.1632952081	1	< 0.1%
0.1657501222	1	< 0.1%
0.1668358794	1	< 0.1%
0.1727623954	1	< 0.1%
0.1784246272	1	< 0.1%

Value	Count	Frequency (%)
0.8109208458	1	< 0.1%
0.7901202353	1	< 0.1%
0.7669138353	1	< 0.1%
0.764696766	1	< 0.1%
0.7642882663	1	< 0.1%
0.7612905529	1	< 0.1%
0.7580978475	1	< 0.1%
0.756060591	1	< 0.1%
0.7373660036	1	< 0.1%
0.7367423149	1	< 0.1%

Dissimilarity
Real number (ℝ)

High correlation

Distinct	3698
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.6984975

Minimum	0.68112068
Maximum	27.827751
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.5 KiB

Quantile statistics

Minimum	0.68112068
5-th percentile	2.2963323
Q1	3.4123632
median	4.4824042
Q3	5.7238213
95-th percentile	7.6024816
Maximum	27.827751
Range	27.146631
Interquartile range (IQR)	2.3114581

Descriptive statistics

Standard deviation	1.8501726
Coefficient of variation (CV)	0.39377963
Kurtosis	13.80251
Mean	4.6984975
Median Absolute Deviation (MAD)	1.1477818
Skewness	1.954792
Sum	17675.748
Variance	3.4231387
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.961097726	3	0.1%
4.529893925	3	0.1%
5.236505682	3	0.1%
3.852424573	3	0.1%
5.047531206	3	0.1%
3.350646154	3	0.1%
3.792790801	3	0.1%
4.222311468	3	0.1%
6.874894336	3	0.1%
4.916901408	3	0.1%
Other values (3688)	3732	99.2%

Value	Count	Frequency (%)
0.6811206811	1	< 0.1%
0.7459990182	1	< 0.1%
0.9869090909	1	< 0.1%
1.001703287	1	< 0.1%
1.021423752	1	< 0.1%
1.099170918	1	< 0.1%
1.113764928	1	< 0.1%
1.115457672	1	< 0.1%
1.118659119	1	< 0.1%
1.128641638	1	< 0.1%

Value	Count	Frequency (%)
27.8277512	1	< 0.1%
24.52604167	1	< 0.1%
20.40555556	1	< 0.1%
17.45	1	< 0.1%
16.49454545	1	< 0.1%
16.14615385	1	< 0.1%
16.00666667	1	< 0.1%
15.57407407	1	< 0.1%
15.27492877	1	< 0.1%
13.75974026	1	< 0.1%

Correlation
Real number (ℝ)

Distinct	3699
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.95576673

Minimum	0.54942625
Maximum	0.98997235
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.5 KiB

Quantile statistics

Minimum	0.54942625
5-th percentile	0.91551763
Q1	0.94713793
median	0.96160982
Q3	0.97135471
95-th percentile	0.97962912
Maximum	0.98997235
Range	0.4405461
Interquartile range (IQR)	0.024216783

Descriptive statistics

Standard deviation	0.026156806
Coefficient of variation (CV)	0.027367353
Kurtosis	47.195463
Mean	0.95576673
Median Absolute Deviation (MAD)	0.011331665
Skewness	-4.7536675
Sum	3595.5944
Variance	0.00068417848
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.95195073	3	0.1%
0.9606178936	3	0.1%
0.9807249538	3	0.1%
0.9763616206	3	0.1%
0.9591719103	3	0.1%
0.9757554369	3	0.1%
0.9715760319	3	0.1%
0.9654821811	3	0.1%
0.960800909	3	0.1%
0.983938519	3	0.1%
Other values (3689)	3732	99.2%

Value	Count	Frequency (%)
0.5494262491	1	< 0.1%
0.5742375419	1	< 0.1%
0.6067116976	1	< 0.1%
0.7078034546	1	< 0.1%
0.7339542626	1	< 0.1%
0.7543544049	2	0.1%
0.7576381847	1	< 0.1%
0.7607393514	1	< 0.1%
0.7632601105	1	< 0.1%
0.7776617214	1	< 0.1%

Value	Count	Frequency (%)
0.9899723511	1	< 0.1%
0.9888343956	1	< 0.1%
0.9879144787	1	< 0.1%
0.9877465765	1	< 0.1%
0.9877377032	1	< 0.1%
0.9876253017	1	< 0.1%
0.9869909325	1	< 0.1%
0.9859045621	1	< 0.1%
0.9858776899	1	< 0.1%
0.9857163815	1	< 0.1%

Coarseness
Real number (ℝ)

Distinct	146
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.4583407 × 10^-155

Minimum	7.4583407 × 10^-155
Maximum	7.4583407 × 10^-155
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	29.5 KiB

Quantile statistics

Minimum	7.4583407 × 10^-155
5-th percentile	7.4583407 × 10^-155
Q1	7.4583407 × 10^-155
median	7.4583407 × 10^-155
Q3	7.4583407 × 10^-155
95-th percentile	7.4583407 × 10^-155
Maximum	7.4583407 × 10^-155
Range	1.4598383 × 10^-167
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0
Coefficient of variation (CV)	0
Kurtosis	0
Mean	7.4583407 × 10^-155
Median Absolute Deviation (MAD)	0
Skewness	0
Sum	2.8058278 × 10^-151
Variance	0
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.458340731 × 10^-155	3189	84.8%
7.458340731 × 10^-155	7	0.2%
7.458340731 × 10^-155	7	0.2%
7.458340731 × 10^-155	7	0.2%
7.458340731 × 10^-155	6	0.2%
7.458340731 × 10^-155	6	0.2%
7.458340731 × 10^-155	6	0.2%
7.458340731 × 10^-155	6	0.2%
7.458340731 × 10^-155	6	0.2%
7.458340731 × 10^-155	6	0.2%
Other values (136)	516	13.7%

Value	Count	Frequency (%)
7.458340731 × 10^-155	3189	84.8%
7.458340731 × 10^-155	4	0.1%
7.458340731 × 10^-155	4	0.1%
7.458340731 × 10^-155	4	0.1%
7.458340731 × 10^-155	4	0.1%
7.458340731 × 10^-155	5	0.1%
7.458340731 × 10^-155	5	0.1%
7.458340731 × 10^-155	2	0.1%
7.458340731 × 10^-155	3	0.1%
7.458340731 × 10^-155	4	0.1%

Value	Count	Frequency (%)
7.458340731 × 10^-155	1	< 0.1%
7.458340731 × 10^-155	4	0.1%
7.458340731 × 10^-155	4	0.1%
7.458340731 × 10^-155	5	0.1%
7.458340731 × 10^-155	4	0.1%
7.458340731 × 10^-155	2	0.1%
7.458340731 × 10^-155	6	0.2%
7.458340731 × 10^-155	3	0.1%
7.458340731 × 10^-155	6	0.2%
7.458340731 × 10^-155	2	0.1%

	ASM	Class	Coarseness	Contrast	Correlation	Dissimilarity	Energy	Entropy	Homogeneity	Kurtosis	Mean	Skewness	Standard Deviation	Variance
ASM	1.000	0.946	-0.170	-0.229	0.160	-0.618	1.000	1.000	0.916	-0.348	0.012	-0.338	-0.330	-0.330
Class	0.946	1.000	0.159	0.108	0.111	0.503	0.950	0.934	0.908	0.112	0.213	0.400	0.321	0.328
Coarseness	-0.170	0.159	1.000	0.032	-0.048	0.110	-0.170	-0.170	-0.161	0.063	-0.013	0.061	0.027	0.027
Contrast	-0.229	0.108	0.032	1.000	-0.419	0.801	-0.229	-0.231	-0.407	0.264	0.053	0.266	0.373	0.373
Correlation	0.160	0.111	-0.048	-0.419	1.000	-0.325	0.160	0.159	0.184	-0.180	0.265	-0.183	0.300	0.300
Dissimilarity	-0.618	0.503	0.110	0.801	-0.325	1.000	-0.618	-0.620	-0.805	0.493	-0.088	0.488	0.349	0.349
Energy	1.000	0.950	-0.170	-0.229	0.160	-0.618	1.000	1.000	0.916	-0.348	0.012	-0.338	-0.330	-0.330
Entropy	1.000	0.934	-0.170	-0.231	0.159	-0.620	1.000	1.000	0.917	-0.348	0.011	-0.338	-0.332	-0.332
Homogeneity	0.916	0.908	-0.161	-0.407	0.184	-0.805	0.916	0.917	1.000	-0.466	0.069	-0.455	-0.335	-0.335
Kurtosis	-0.348	0.112	0.063	0.264	-0.180	0.493	-0.348	-0.348	-0.466	1.000	-0.834	0.999	-0.372	-0.372
Mean	0.012	0.213	-0.013	0.053	0.265	-0.088	0.012	0.011	0.069	-0.834	1.000	-0.841	0.796	0.796
Skewness	-0.338	0.400	0.061	0.266	-0.183	0.488	-0.338	-0.338	-0.455	0.999	-0.841	1.000	-0.377	-0.377
Standard Deviation	-0.330	0.321	0.027	0.373	0.300	0.349	-0.330	-0.332	-0.335	-0.372	0.796	-0.377	1.000	1.000
Variance	-0.330	0.328	0.027	0.373	0.300	0.349	-0.330	-0.332	-0.335	-0.372	0.796	-0.377	1.000	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Image	Class	Mean	Variance	Standard Deviation	Entropy	Skewness	Kurtosis	Contrast	Energy	ASM	Homogeneity	Dissimilarity	Correlation	Coarseness
0	Image1	0	6.535339	619.587845	24.891522	0.109059	4.276477	18.900575	98.613971	0.293314	0.086033	0.530941	4.473346	0.981939	7.458341e-155
1	Image2	0	8.749969	805.957634	28.389393	0.266538	3.718116	14.464618	63.858816	0.475051	0.225674	0.651352	3.220072	0.988834	7.458341e-155
2	Image3	1	7.341095	1143.808219	33.820234	0.001467	5.061750	26.479563	81.867206	0.031917	0.001019	0.268275	5.981800	0.978014	7.458341e-155
3	Image4	1	5.958145	959.711985	30.979219	0.001477	5.677977	33.428845	151.229741	0.032024	0.001026	0.243851	7.700919	0.964189	7.458341e-155
4	Image5	0	7.315231	729.540579	27.010009	0.146761	4.283221	19.079108	174.988756	0.343849	0.118232	0.501140	6.834689	0.972789	7.458341e-155
5	Image6	0	7.524109	607.395258	24.645390	0.214086	3.729886	14.471736	105.077882	0.421587	0.177736	0.598169	4.193146	0.976485	7.458341e-155
6	Image7	0	12.304413	922.746138	30.376737	0.128833	2.930095	8.969348	115.203118	0.320675	0.102832	0.532292	4.880320	0.974745	7.458341e-155
7	Image8	0	15.929474	1069.950248	32.710094	0.107658	2.484002	6.515889	94.874288	0.291321	0.084868	0.532262	4.242054	0.976774	7.458341e-155
8	Image9	0	19.921616	1166.120922	34.148513	0.094975	2.129173	4.905844	93.818920	0.272486	0.074248	0.526644	4.027167	0.974310	7.458341e-155
9	Image10	1	8.476196	1095.785127	33.102645	0.003002	4.365000	19.682514	72.588783	0.045685	0.002087	0.361432	4.590795	0.967830	7.458341e-155

	Image	Class	Mean	Variance	Standard Deviation	Entropy	Skewness	Kurtosis	Contrast	Energy	ASM	Homogeneity	Dissimilarity	Correlation	Coarseness
3752	Image3753	1	4.344086	527.606287	22.969682	0.073644	5.883623	36.840538	307.666343	0.238363	0.056817	0.429385	6.483965	0.956815	7.458341e-155
3753	Image3754	1	0.197433	23.239737	4.820761	0.057363	24.959845	634.433356	701.371212	0.207747	0.043159	0.370374	10.356061	0.863803	7.458341e-155
3754	Image3755	1	7.944397	802.626796	28.330669	0.025839	4.398524	21.131761	206.879346	0.138108	0.019074	0.359571	7.473482	0.962887	7.458341e-155
3755	Image3756	1	3.789688	519.153560	22.784942	0.001573	6.493194	43.882229	173.784874	0.033056	0.001093	0.236769	8.459384	0.926033	7.458341e-155
3756	Image3757	0	20.976822	1144.456066	33.829810	0.062252	2.106235	4.798339	166.395916	0.217934	0.047495	0.488449	5.193088	0.948808	7.458341e-155
3757	Image3758	0	21.234512	1208.850174	34.768523	0.063774	2.082079	4.647310	158.437600	0.220666	0.048693	0.487131	5.211739	0.950972	7.458341e-155
3758	Image3759	0	20.435349	1227.151440	35.030721	0.066763	2.144625	4.882034	161.158675	0.225931	0.051045	0.502712	5.083126	0.952749	7.458341e-155
3759	Image3760	0	18.011520	1151.582765	33.934978	0.068396	2.308349	5.579498	167.130118	0.228930	0.052409	0.492269	5.103700	0.952181	7.458341e-155
3760	Image3761	0	13.330429	945.732779	30.752769	0.087872	2.732822	7.757570	223.812932	0.261527	0.068397	0.480064	6.439784	0.940898	7.458341e-155
3761	Image3762	0	6.110138	480.884025	21.929068	0.118171	4.110669	17.538826	239.251388	0.306224	0.093773	0.494333	6.787329	0.938731	7.458341e-155

Overview

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample